API

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Unparty Query API with Chat Interface

This repository contains an API that connects to Pinecone and Upstash vector databases for semantic similarity search, along with a chat interface built with Next.js and the AI SDK.

Features

Pinecone vector database integration
Upstash Redis vector database integration
Real-time chat interface
Custom AI models that search your knowledge base

Getting Started

Install dependencies:
bash
npm install

Create a .env file with your credentials:

Code

PINECONE_API_KEY=your_pinecone_api_key
PINECONE_INDEX_NAME=your_pinecone_index
UPSTASH_VECTOR_REST_URL=your_upstash_rest_url
UPSTASH_VECTOR_REST_TOKEN=your_upstash_rest_token

Run the development server:
bash
npm run dev
Open http://localhost:3000 to see the chat interface.

API Endpoints

For comprehensive documentation including functionality, dependencies, caching strategies, rate limits, and optimization recommendations, see API Documentation.

Quick Reference

/api/pinecone-upsert - Upload content to Pinecone database (Complete Guide)
/api/pinecone-query - Query Pinecone vector database for semantic similarity search
/api/pinecone-embed - Generate text embeddings using Pinecone's inference API
/api/pinecone-delete - Delete records from Pinecone by namespace
/api/chat - Chat API endpoint for the UI

Key Features

Content Upload: Upload documents (.md, .json, .csv, .png) with automatic processing
Vector Similarity Search: Advanced semantic search with caching and rate limiting
Text Embeddings: Convert text to 1024-dimensional vectors using llama-text-embed-v2
Redis Caching: Optimized response times with Upstash Redis integration
Rate Limiting: Graceful handling of API limits with retry logic
Error Handling: Comprehensive error handling and fallback strategies

Deployment

This application is ready to deploy on Vercel:

Push to GitHub
Connect to Vercel
Set environment variables
Deploy

This repository is part of the UNPARTY ecosystem. For comprehensive documentation including architecture, integration points, business value alignment, and relationships to other UNPARTY repositories, see ECOSYSTEM.md.

Quick Links

ECOSYSTEM.md - Complete repository documentation and ecosystem integration
API Documentation - Detailed API endpoint documentation
CLAUDE.md - AI development guidelines

License

This project is licensed under the terms of the license included in the repository.

API